AIMC Topic: Hospitalization

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Cost supervision mining from EMR based on artificial intelligence technology.

Technology and health care : official journal of the European Society for Engineering and Medicine Jan 1, 2023
BACKGROUND: To effectively monitor medical insurance funds in the era of big data, the study tries to construct an inpatient cost rationality judgement model by designing a virtuous cycle of inpatient cost supervision information system and exploring...
Humans Hospitalization Big Data Inpatients Insurance, Major Medical Artificial Intelligence Machine Learning Electronic Health Records
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Development and Validation of a Machine Learning Algorithm Predicting Emergency Department Use and Unplanned Hospitalization in Patients With Head and Neck Cancer.

JAMA otolaryngology-- head & neck surgery Aug 1, 2022
IMPORTANCE: Patient-reported symptom burden was recently found to be associated with emergency department use and unplanned hospitalization (ED/Hosp) in patients with head and neck cancer. It was hypothesized that symptom scores could be combined wit...
Head and Neck Neoplasms Emergency Service, Hospital Hospitalization Middle Aged Ontario Humans Machine Learning Algorithms
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Using Machine Learning for Predicting the Hospitalization of Emergency Department Patients.

Studies in health technology and informatics Jun 29, 2022
Artificial intelligence processes are increasingly being used in emergency medicine, notably for supporting clinical decisions and potentially improving healthcare services. This study investigated demographics, coagulation tests, and biochemical mar...
Emergency Service, Hospital Humans Artificial Intelligence Machine Learning Retrospective Studies Hospitalization
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Using Artificial Intelligence for the Early Detection of Micro-Progression of Pressure Injuries in Hospitalized Patients: A Preliminary Nursing Perspective Evaluation.

Studies in health technology and informatics Jun 6, 2022
This study established a predictive model for the early detection of micro-progression of pressure injuries (PIs) from the perspective of nurses. An easy and programing-free artificial intelligence modeling tool with professional evaluation capabilit...
Hospitalization Nurses Models, Statistical Humans Artificial Intelligence Early Diagnosis Pressure Ulcer
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Using Data-Driven Machine Learning to Predict Unplanned ICU Transfers with Critical Deterioration from Electronic Health Records.

Studies in health technology and informatics Jun 6, 2022
OBJECTIVE: We aimed to develop a data-driven machine learning model for predicting critical deterioration events from routinely collected EHR data in hospitalized children.
Machine Learning Retrospective Studies Intensive Care Units Humans Electronic Health Records Hospitalization Child
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Parkland Trauma Index of Mortality: Real-Time Predictive Model for Trauma Patients.

Journal of orthopaedic trauma Jun 1, 2022
OBJECTIVE: Vital signs and laboratory values are used to guide decisions to use damage control techniques in lieu of early definitive fracture fixation. Previous models attempted to predict mortality risk but have limited utility. There is a need for...
Hospitalization ROC Curve Predictive Value of Tests Humans Machine Learning Retrospective Studies
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The Prediction of Fall Circumstances Among Patients in Clinical Care - A Retrospective Observational Study.

Studies in health technology and informatics May 25, 2022
Standardized fall risk scores have not proven to reliably predict falls in clinical settings. Machine Learning offers the potential to increase the accuracy of such predictions, possibly vastly improving care for patients at high fall risks. We devel...
Recurrence Hospitalization Accidental Falls Germany Algorithms Retrospective Studies Risk Factors Humans Machine Learning
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Decision support model for the patient admission scheduling problem based on picture fuzzy aggregation information and TOPSIS methodology.

Mathematical biosciences and engineering : MBE Jan 20, 2022
Health care systems around the world do not have sufficient medical services to immediately offer elective (e.g., scheduled or non-emergency) services to all patients. The goal of patient admission scheduling (PAS) as a complicated decision making is...
Decision Making Patient Admission Decision Support Techniques Hospitalization Fuzzy Logic Humans
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Development and validation of an artificial neural network algorithm to predict mortality and admission to hospital for heart failure after myocardial infarction: a nationwide population-based study.

The Lancet. Digital health Jan 1, 2022
BACKGROUND: Patients have an estimated mortality of 15-20% within the first year following myocardial infarction and one in four patients who survive myocardial infarction will develop heart failure, severely reducing quality of life and increasing t...
Humans Neural Networks, Computer Female Risk Factors Predictive Value of Tests Heart Failure Male Hospitalization Registries Middle Aged Aged Myocardial Infarction Quality of Life Aged, 80 and over
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Clinical and inflammatory features based machine learning model for fatal risk prediction of hospitalized COVID-19 patients: results from a retrospective cohort study.

Annals of medicine Dec 1, 2021
OBJECTIVES: To appraise effective predictors for COVID-19 mortality in a retrospective cohort study.
Middle Aged L-Lactate Dehydrogenase Comorbidity Female Clinical Decision Rules Adult Interleukin-10 Severity of Illness Index Diabetes Mellitus Reproducibility of Results China Humans Male C-Reactive Protein SARS-CoV-2 Hospitalization Cohort Studies Prognosis Machine Learning Ferritins Cardiovascular Diseases Aged Hypertension Retrospective Studies COVID-19 Aged, 80 and over
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